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I'd target mostly Distributed and maybe Dagger. CUDA/AMDGPU already do a lot of ugly stuff with the source and I expect complications. For our usecases we might add DistributedData.jl
For the PerMedCoE use case, I agree with targeting Distributed and its variants. I would also try the Base.Threads, as it seems to be the basic shared memory model in Julia.
We should instrument the following popular libraries:
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